Publications
Accelerating Large-Scale Graph Neural Network Training on Crossbar Diet." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 11 (2022): 3626-3637.
"ASTERS: Adaptable Threshold Spike-timing Neuromorphic Design with Twin-Column ReRAM Synapses." In Proceedings Design Automation Conference, 1099-1104. 2022.
"An Audio Frequency Unfolding Framework for Ultra-Low Sampling Rate Sensors." In Proceedings International Symposium on Quality Electronic Design, Isqed. Vol. 2022-April. 2022.
"Boosting the sensing granularity of acoustic signals by exploiting hardware non-linearity." In Hotnets 2022 Proceedings of the 2022 21st Acm Workshop on Hot Topics in Networks, 53-59. 2022.
"Cascading Structured Pruning: Enabling High Data Reuse for Sparse DNN Accelerators." In Proceedings International Symposium on Computer Architecture, 522-535. 2022.
"DEEP: Developing extremely efficient runtime on-chip power meters." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. 2022.
"DyNNamic: Dynamically Reshaping, High Data-Reuse Accelerator for Compact DNNs." Ieee Transactions on Computers (2022): 1-12.
"ESSENCE: Exploiting Structured Stochastic Gradient Pruning for Endurance-aware ReRAM-based In-Memory Training Systems." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems (2022): 1.
"FedCor: Correlation-Based Active Client Selection Strategy for Heterogeneous Federated Learning." In Proceedings of the Ieee Computer Society Conference on Computer Vision and Pattern Recognition, 10092-10101. Vol. 2022-June. 2022.
"Guest Editorial: IEEE TC Special Issue on Software, Hardware and Applications for Neuromorphic Computing." Ieee Transactions on Computers 71, no. 11 (2022): 2705-2706.
"Guest Editorial Special Issue on the International Symposium on Integrated Circuits and Systems - ISICAS 2022." Ieee Transactions on Circuits and Systems I: Regular Papers 69, no. 12 (2022): 4730.
"Guest Editors' Introduction: Near-Memory and In-Memory Processing." Ieee Design & Test 39, no. 2 (2022): 46-47.
"Harnessing optoelectronic noises in a photonic generative network." Science Advances 8, no. 3 (2022).
"HERO: Hessian-Enhanced Robust Optimization for Unifying and Improving Generalization and Quantization Performance." In Proceedings Design Automation Conference, 25-30. 2022.
"How good is your verilog RTL code? A quick answer from machine learning." In Ieee/Acm International Conference on Computer Aided Design, Digest of Technical Papers, Iccad. 2022.
"A Hybrid-Grained Remapping Defense Scheme Against Hard Failures for Row-Column-NVM." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 6 (2022): 1842-1854.
"Improving Out-of-Distribution Detection by Learning from the Deployment Environment." Ieee Journal of Selected Topics in Applied Earth Observations and Remote Sensing 15 (2022): 2070-2086.
"Introduction to the Special Issue on Accelerating AI on the Edge - Part 2." Acm Transactions on Embedded Computing Systems 21, no. 6 (2022): 1-5.
"ISLPED 2021: The 25th Anniversary!" In Ieee Design & Test, 92-93. Vol. 39. 2022.
"IVQ: In-Memory Acceleration of DNN Inference Exploiting Varied Quantization." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 12 (2022): 5313-5326.
"Lithography Hotspot Detection via Heterogeneous Federated Learning with Local Adaptation." In Proceedings of the Asia and South Pacific Design Automation Conference, Asp Dac, 166-171. Vol. 2022-January. 2022.
"MOM: Microphone based 3D Orientation Measurement." In Proceedings 21st Acm/Ieee International Conference on Information Processing in Sensor Networks, Ipsn 2022, 132-144. 2022.
"A Novel Architecture Design for Output Significance Aligned Flow with Adaptive Control in ReRAM-based Neural Network Accelerator." Acm Transactions on Design Automation of Electronic Systems 27, no. 6 (2022).
"PIMulator-NN: An Event-Driven, Cross-Level Simulation Framework for Processing-In-Memory-Based Neural Network Accelerators." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 12 (2022): 5464-5475.
"Preplacement Net Length and Timing Estimation by Customized Graph Neural Network." Ieee Transactions on Computer Aided Design of Integrated Circuits and Systems 41, no. 11 (2022): 4667-4680.
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